• For Individuals
  • For Businesses
  • For Universities
  • For Governments
Degrees
​
Log In
Join for Free
  • Browse
  • Mathematics For Machine Learning

Mathematics for Machine Learning Courses

Mathematics for machine learning courses can help you learn linear algebra, calculus, probability, and statistics. You can build skills in optimization techniques, data analysis, and algorithm development. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI applications. You'll also explore key topics like regression analysis, dimensionality reduction, and neural networks, all of which are crucial for developing effective machine learning models.

Popular Mathematics for Machine Learning Courses and Certifications


  • J

    Johns Hopkins University

    Managing AI Projects: From Strategy to Delivery

    Skills you'll gain: Responsible AI, Stakeholder Engagement, Stakeholder Management, Team Performance Management, Project Management, Technical Management, Project Risk Management, Human Capital, Data Ethics, Workforce Management, Risk Mitigation, Project Management Life Cycle, Stakeholder Communications, Agile Methodology, Risk Analysis, Artificial Intelligence, Team Management, Team Building, Scalability, Diversity Training

    ★ 4.5 (49) · Intermediate · Course · 1 - 4 Weeks

  • B

    Board Infinity

    Key Industry 4.0 Technologies in Manufacturing - 2

    Skills you'll gain: Cloud Computing, Cloud Platforms, Cloud Deployment, Cloud Services, Cybersecurity, Manufacturing Processes, Manufacturing and Production, Augmented and Virtual Reality (AR/VR), Blockchain, Cyber Attacks, Production Process, Industrial Engineering, Augmented Reality, Virtual Reality, Artificial Intelligence, Big Data, Machine Learning

    ★ 4.7 (9) · Intermediate · Course · 1 - 4 Weeks

  • E

    EDUCBA

    Image Captioning with TensorFlow & Streamlit

    Skills you'll gain: Amazon Elastic Compute Cloud, Cloud Deployment, Amazon Web Services, Model Deployment, Application Deployment, Tensorflow, Image Analysis, Convolutional Neural Networks, Token Optimization, Feature Engineering, Data Preprocessing, Deep Learning, Model Training, Data Processing, Recurrent Neural Networks (RNNs), Data Cleansing, Model Evaluation

    Mixed · Course · 1 - 4 Weeks

  • U

    University of Geneva

    Water Cooperation and Diplomacy

    Skills you'll gain: Water Resources, Diplomacy, Water Sustainability, Water Resource Management, Hydrology, International Relations, Mediation, Arbitration, Conflict Management, Sustainable Development, Discussion Facilitation, Negotiation, Adjudication, Political Sciences, Governance, Environmental Laws, Data Collection

    ★ 4.9 (48) · Intermediate · Course · 1 - 3 Months

  • C

    Coursera

    Software QA & Test Automation Engineering

    Skills you'll gain: Selenium (Software), Postman API Platform, JUnit, Test Automation, API Testing, Software Quality Assurance, Test Tools, Test Script Development, Quality Assurance, Unit Testing, Software Testing, Continuous Integration, Automation, Data Validation, Performance Testing, Test Case, Agile Methodology, Integration Testing, Debugging, Javascript

    ★ 4.7 (70) · Intermediate · Specialization · 1 - 3 Months

  • H

    HubSpot Academy

    Sales Training: Inbound Business Strategy

    Skills you'll gain: Prospecting and Qualification, Lead Generation, Consumer Behaviour, Sales Enablement, Sales Training, Sales Management, Sales Development, Service Level Agreement, Sales Strategy, Sales Process, Sales, Customer Acquisition Management, Accountability Frameworks, Business Marketing, Service Management, Customer Insights, Business Strategy, Customer Engagement, Customer experience strategy (CX), Customer Retention

    ★ 4.8 (123) · Beginner · Course · 1 - 4 Weeks

  • K

    Korea Advanced Institute of Science and Technology(KAIST)

    Introduction to Semiconductor Devices 2

    Skills you'll gain: Semiconductors, Electronic Components, Electronic Systems, Electronics, Electrical Engineering, Electronic Hardware, Electronics Engineering, Computational Logic, Data Storage Technologies, Data Storage

    ★ 4.6 (57) · Intermediate · Course · 1 - 3 Months

  • U

    University of Toronto

    Plant Bioinformatics

    Skills you'll gain: Bioinformatics, Network Analysis, Informatics, Data Visualization Software, Scientific Visualization, Network Model, Data Analysis Software, Data Mining, Exploratory Data Analysis, Analysis, Interactive Data Visualization, Databases

    ★ 4.8 (253) · Intermediate · Course · 1 - 3 Months

  • U

    University of Colorado System

    Homeland Security & Cybersecurity Connection - It's Not About the Terrorists

    Skills you'll gain: Infrastructure Security, Public Safety and National Security, Cybersecurity, Cyber Security Strategy, Security Management, Cyber Attacks, Cyber Security Policies, Threat Management, Computer Security, Policty Analysis, Research, and Development, World History

    ★ 4.7 (383) · Beginner · Course · 1 - 4 Weeks

  • C

    Coursera

    Data Balancing with Gen AI: Credit Card Fraud Detection

    Skills you'll gain: Generative Adversarial Networks (GANs), Generative AI, Fraud detection, Generative Model Architectures, Keras (Neural Network Library), Tensorflow, Data Preprocessing, Deep Learning, Dimensionality Reduction, Data Visualization, Model Training, Data Synthesis, Python Programming

    ★ 4.1 (9) · Intermediate · Guided Project · Less Than 2 Hours

  • U

    University of Virginia

    Bacterial Bioinformatics

    Skills you'll gain: Bioinformatics, Data Analysis Software, Scientific Visualization, Taxonomy, Data Import/Export

    ★ 4.7 (307) · Intermediate · Course · 1 - 3 Months

  • B

    Berklee

    Songwriting: Writing the Music

    Skills you'll gain: Music Theory, Music, Musical Composition, Storytelling, Writing

    ★ 4.7 (70) · Intermediate · Course · 1 - 4 Weeks

1…750751752…834

In summary, here are 10 of our most popular mathematics for machine learning courses

  • Managing AI Projects: From Strategy to Delivery: Johns Hopkins University
  • Key Industry 4.0 Technologies in Manufacturing - 2: Board Infinity
  • Image Captioning with TensorFlow & Streamlit: EDUCBA
  • Water Cooperation and Diplomacy: University of Geneva
  • Software QA & Test Automation Engineering: Coursera
  • Sales Training: Inbound Business Strategy: HubSpot Academy
  • Introduction to Semiconductor Devices 2: Korea Advanced Institute of Science and Technology(KAIST)
  • Plant Bioinformatics: University of Toronto
  • Homeland Security & Cybersecurity Connection - It's Not About the Terrorists: University of Colorado System
  • Data Balancing with Gen AI: Credit Card Fraud Detection: Coursera

Other topics to explore

Arts and Humanities
338 courses
Business
1095 courses
Computer Science
668 courses
Data Science
425 courses
Information Technology
145 courses
Health
471 courses
Math and Logic
70 courses
Personal Development
137 courses
Physical Science and Engineering
413 courses
Social Sciences
401 courses
Language Learning
150 courses

Coursera Footer

Skills

  • Accounting
  • Artificial Intelligence (AI)
  • Cybersecurity
  • Data Analytics
  • Digital Marketing
  • Human Resources (HR)
  • Microsoft Excel
  • Project Management
  • Python
  • SQL

Professional Certificates

  • Google AI Certificate
  • Google Cybersecurity Certificate
  • Google Data Analytics Certificate
  • Google IT Support Certificate
  • Google Project Management Certificate
  • Google UX Design Certificate
  • IBM AI Engineering Certificate
  • IBM AI Product Manager Certificate
  • IBM Data Science Certificate
  • Intuit Academy Bookkeeping Certificate

Courses & Specializations

  • AI Essentials Specialization
  • AI For Business Specialization
  • AI For Everyone Course
  • AI in Healthcare Specialization
  • Deep Learning Specialization
  • Excel Skills for Business Specialization
  • Financial Markets Course
  • Machine Learning Specialization
  • Prompt Engineering for ChatGPT Course
  • Python for Everybody Specialization

Career Resources

  • Career Aptitude Test
  • CAPM Certification Requirements
  • CompTIA A+ Certification Requirements
  • CompTIA Security+ Certification Requirements
  • Essential IT Certifications
  • High-Income Skills to Learn
  • How to Learn Artificial Intelligence
  • PMP Certification Requirements
  • Popular Cybersecurity Certifications
  • Share your Coursera learning story

Coursera

  • About
  • What We Offer
  • Leadership
  • Careers
  • Catalog
  • Coursera Plus
  • Professional Certificates
  • MasterTrack® Certificates
  • Degrees
  • For Enterprise
  • For Government
  • For Campus
  • Become a Partner
  • Social Impact
  • Free Courses
  • Udemy

Community

  • Learners
  • Partners
  • Beta Testers
  • Blog
  • The Coursera Podcast
  • Tech Blog

More

  • Press
  • Investors
  • Terms
  • Privacy
  • Help
  • Accessibility
  • Contact
  • Articles
  • Directory
  • Affiliates
  • Modern Slavery Statement
  • Do Not Sell/Share
Learn Anywhere
Download on the App Store
Get it on Google Play
Logo of Certified B Corporation
© 2026 Coursera Inc. All rights reserved.
  • Coursera Facebook
  • Coursera Linkedin
  • Coursera Twitter
  • Coursera YouTube
  • Coursera Instagram
  • Coursera TikTok